|
Algorithm
|
PPI
|
Wikipedia
|
CiteSeer
|
|---|
| |
10%
|
50%
|
90%
|
10%
|
50%
|
90%
|
10%
|
50%
|
90%
|
|---|
|
DeepWalk
|
12.35
|
18.23
|
20.39
|
42.33
|
44.57
|
46.19
|
46.56
|
52.01
|
53.32
|
|
node2vec
|
16.19
|
20.64
|
21.75
|
44.38
|
48.37
|
48.85
|
50.92
|
52.49
|
56.72
|
|
Walklets
|
16.07
|
21.44
|
22.10
|
43.69
|
44.68
|
45.17
|
47.89
|
52.73
|
54.83
|
|
SURREAL
|
16.91
|
21.71
|
23.97
|
45.68
|
48.10
|
49.90
|
48.80
|
53.36
|
57.12
|
|
G.O. DWalk
|
36.85
|
19.08
|
17.55
|
7.90
|
7.91
|
8.03
|
4.80
|
2.59
|
7.13
|
|
G.O. N2vec
|
4.41
|
5.16
|
10.19
|
2.92
|
-
|
2.14
|
-
|
1.63
|
0.70
|
|
G.O. Walk
|
5.19
|
1.23
|
8.47
|
4.53
|
7.64
|
10.48
|
1.87
|
1.18
|
4.17
|
- Bolded numbers represent the best performance. By “G.O.” we denote “gain over”
